Context Audit
undefined-ui/second-brain-os
Audit an agent's context layout against the four places: system prompt, tools, history, tail.
Write or rewrite English with ASD-STE100 Simplified Technical English rules: one meaning per word, active voice, simple tenses, one instruction per sentence.
$ npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install TwiTech-LAB/devchain asd-ste100-skill --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/TwiTech-LAB/devchain.git skills-src && mkdir -p .claude/skills && cp -r skills-src/apps/local-app/skills/asd-ste100-skill .claude/skills/asd-ste100-skill && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "asd-ste100-skill" agent skill from https://github.com/TwiTech-LAB/devchain/tree/main/apps/local-app/skills/asd-ste100-skill into .claude/skills/asd-ste100-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asd-ste100-skill", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/TwiTech-LAB/devchain/tree/main/apps/local-app/skills/asd-ste100-skillType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install TwiTech-LAB/devchain asd-ste100-skill --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TwiTech-LAB/devchain.git skills-src && mkdir -p .agents/skills && cp -r skills-src/apps/local-app/skills/asd-ste100-skill .agents/skills/asd-ste100-skill && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "asd-ste100-skill" agent skill from https://github.com/TwiTech-LAB/devchain/tree/main/apps/local-app/skills/asd-ste100-skill into .agents/skills/asd-ste100-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asd-ste100-skill", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install TwiTech-LAB/devchain asd-ste100-skill --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TwiTech-LAB/devchain.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/apps/local-app/skills/asd-ste100-skill .cursor/skills/asd-ste100-skill && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "asd-ste100-skill" agent skill from https://github.com/TwiTech-LAB/devchain/tree/main/apps/local-app/skills/asd-ste100-skill into .cursor/skills/asd-ste100-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asd-ste100-skill", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/TwiTech-LAB/devchain.git --path apps/local-app/skills/asd-ste100-skill--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install TwiTech-LAB/devchain asd-ste100-skill --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TwiTech-LAB/devchain.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/apps/local-app/skills/asd-ste100-skill .gemini/skills/asd-ste100-skill && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "asd-ste100-skill" agent skill from https://github.com/TwiTech-LAB/devchain/tree/main/apps/local-app/skills/asd-ste100-skill into .gemini/skills/asd-ste100-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asd-ste100-skill", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install TwiTech-LAB/devchain asd-ste100-skillInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/TwiTech-LAB/devchain.git skills-src && mkdir -p .github/skills && cp -r skills-src/apps/local-app/skills/asd-ste100-skill .github/skills/asd-ste100-skill && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "asd-ste100-skill" agent skill from https://github.com/TwiTech-LAB/devchain/tree/main/apps/local-app/skills/asd-ste100-skill into .github/skills/asd-ste100-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asd-ste100-skill", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install TwiTech-LAB/devchain asd-ste100-skill --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TwiTech-LAB/devchain.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/apps/local-app/skills/asd-ste100-skill .opencode/skills/asd-ste100-skill && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "asd-ste100-skill" agent skill from https://github.com/TwiTech-LAB/devchain/tree/main/apps/local-app/skills/asd-ste100-skill into .opencode/skills/asd-ste100-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asd-ste100-skill", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
asd-ste100-skillWrite or rewrite English with ASD-STE100 Simplified Technical English rules: one meaning per word, active voice, simple tenses, one instruction per sentence.
Asd Ste100 Skill is an agent skill from TwiTech-LAB/devchain. Write or rewrite English with ASD-STE100 Simplified Technical English rules: one meaning per word, active voice, simple tenses, one instruction per sentence. Use for plans, reports, and user-facing messages, epic and task descriptions, tool descriptions, error messages, system prompts, and inter-agent instructions — any text a reader must understand with no follow-up questions. Triggers: STE, ASD-STE100, make this readable, reduce ambiguity.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `README.md`).
It sits in AI & LLM Engineering, covering Prompt engineering and Agent instruction files. The repository describes itself as: Run a team of AI coding agents. On your machine. Local-first orchestration for Claude Code, Codex, OpenCode, Antigravity, and Copilot. The licence is MIT.
Read from SKILL.md and the folder at commit 172b47c. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Asd Ste100 Skill loads about 1.2k tokens when it runs. Until then it costs about 116 tokens; SKILL.md has 642 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from TwiTech-LAB/devchain at commit 172b47c, republished under its MIT licence (© TwiTech-LAB). 642 words, ~1,199 tokens.
.claude/skills/asd-ste100-skill/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Use these rules for text that a reader must understand with no follow-up questions: human users, non-native readers, and other agents. Do not use them for creative, marketing, or persuasive copy.
There are two uses:
Output only the final text. Do not add a change table, a list of broken rules, a summary, or a preamble.
| Rule | Do | Not |
|---|---|---|
| One meaning per word | Use one word for one action, everywhere | check, verify, and confirm for the same action |
| Active voice | "The agent deletes the file." | "The file is deleted." Use passive only when the actor is unknown. |
| Simple tenses | "We received the report." | "We have received the report." |
-ing as a noun only | "during processing" | "The tool is processing the queue." |
| One instruction per sentence | "Open the file. Read line 3." | "Open the file and read line 3, then check it." |
| Short sentences | ≤20 words for an instruction, ≤25 for a description | Stacked subordinate clauses |
| Short noun clusters | ≤3 nouns: "fuel pump valve" | "high pressure fuel pump inlet valve assembly" |
| No dropped words | Keep the subject, verb, and article | "Files not backed up will be lost." (Which files?) |
| Warning first | "Warning: a timeout can produce a partial artifact." | A condition buried mid-sentence |
| Lists for sequences | A numbered list for 3 or more steps or conditions | A sequence buried in prose |
| Plain words | "use", "start", "before", "validate the file" | "utilize", "initiate", "prior to", "perform validation of the file" |
| Domain terms | Keep a necessary technical term. Define it once. | Undefined jargon |
Tool description
Before: This tool will attempt to synchronize state across the various backends that have been configured, and if a conflict is detected it may resolve it automatically depending on the strategy that has been set, or otherwise it will surface the conflict for manual review.
After: The tool synchronizes state across the configured backends. If it finds a conflict, it checks the current strategy. If the strategy allows automatic resolution, the tool resolves the conflict. If not, the tool reports the conflict for manual review.
Error message
Before: An error may have occurred while processing your request due to a possible mismatch in the expected data format, which could be caused by an outdated client version.
After: The request failed. The data format did not match the format that the server expects. An outdated client version can cause this error.
Inter-agent instruction
Before: Once the upstream job has completed and assuming no errors were raised, the downstream agent should proceed to consume the output artifact, though it is worth noting that partial artifacts are sometimes produced under timeout conditions.
After: Wait until the upstream job finishes with no errors. Then read the output artifact. Warning: a timeout can produce a partial artifact. Make sure that the artifact is complete before you use it.
© TwiTech-LAB, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files in apps/local-app/skills/asd-ste100-skill of TwiTech-LAB/devchain.
Open the folder on GitHubat commit 172b47c
Asd Ste100 Skill next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Asd Ste100 Skill this skillTwiTech-LAB/devchain | 101 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Context Auditundefined-ui/second-brain-os | 1k | — | ~802 | Automated safety check: Pass | MIT | |
| Writing Claude Directivesed3dai/ed3d-plugins | 250 | — | ~2.4k | Automated safety check: Pass | None | |
| Create Simple Promptpnp/copilot-prompts | 892 | — | ~2.6k | Automated safety check: Pass | MIT | |
| Create System Promptpnp/copilot-prompts | 892 | — | ~3.1k | Automated safety check: Pass | MIT | |
| Prompt Regressionagentscope-ai/OpenJudge | 870 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 |
undefined-ui/second-brain-os
Audit an agent's context layout against the four places: system prompt, tools, history, tail.
ed3dai/ed3d-plugins
A skill your agent uses when writing instructions that guide Claude behavior - skills, CLAUDE.md files, agent prompts, system prompts.
pnp/copilot-prompts
This skill should be used when the user asks to "create a new prompt sample", "add a new prompt sample", "scaffold a new prompt sample", "create a prompt contribution", "add a prompt", or needs to…
pnp/copilot-prompts
This skill should be used when the user asks to "create an agent instruction", "add agent instructions", "scaffold an agent sample", "create a system prompt sample", "add a system prompt", "create a…
agentscope-ai/OpenJudge
A skill your agent uses when the user has changed a prompt (system prompt, RAG template, agent instruction, etc.) and wants to know whether the candidate is better or worse than the baseline.
jabrena/plinth
A skill your agent uses when you need to generate a checklist document with Java system prompts from skills.xml, following the embedded section template and producing INVENTORY-SKILLS-JAVA.md.
TwiTech-LAB/devchain
Prepare a DevChain remote VM for development of a project. An agent skill from TwiTech-LAB/devchain.
TwiTech-LAB/devchain
Review a change set for reuse, simplification, efficiency, and altitude problems, then apply the fixes while preserving exact behavior.
TwiTech-LAB/devchain
Create a git commit whose message records why the change exists, not just what changed.
TwiTech-LAB/devchain
Plan architecture improvements and refactoring for a codebase: scan for deepening opportunities (shallow modules, leaky seams, low-leverage interfaces), present candidates as a markdown report with…
TwiTech-LAB/devchain
Review the skills stored for a project. An agent skill from TwiTech-LAB/devchain.
Categories
Write or rewrite English with ASD-STE100 Simplified Technical English rules: one meaning per word, active voice, simple tenses, one instruction per sentence. Asd Ste100 Skill is an agent skill from TwiTech-LAB/devchain. Write or rewrite English with ASD-STE100 Simplified Technical English rules: one meaning per word, active voice, simple tenses, one instruction per sentence.
Asd Ste100 Skill fits situations like: user-facing messages; epic and task descriptions; tool descriptions; inter-agent instructions — any text a reader must understand with no follow-up questions.
Run `npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a claude-code`. Or copy the skill folder (apps/local-app/skills/asd-ste100-skill in TwiTech-LAB/devchain) into .claude/skills/asd-ste100-skill in your project. Claude Code loads it when a task matches its description.
Run `npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a codex`. Or copy the skill folder (apps/local-app/skills/asd-ste100-skill in TwiTech-LAB/devchain) into .agents/skills/asd-ste100-skill in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add TwiTech-LAB/devchain --skill asd-ste100-skill -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/asd-ste100-skill, .gemini/skills/asd-ste100-skill, .github/skills/asd-ste100-skill and .opencode/skills/asd-ste100-skill in your project.
SKILL.md names no scripts, command-line tools or credentials: Asd Ste100 Skill is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Asd Ste100 Skill is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Asd Ste100 Skill: Context Audit (undefined-ui/second-brain-os, 1k stars), Writing Claude Directives (ed3dai/ed3d-plugins, 250 stars), Create Simple Prompt (pnp/copilot-prompts, 892 stars) and Create System Prompt (pnp/copilot-prompts, 892 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
TwiTech-LAB (a GitHub organization) maintains it in TwiTech-LAB/devchain, which has 101 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 7, 2026.
Source: TwiTech-LAB/devchain on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.